Ask The Wizard #366
To answer that, I first looked at the frequency of each letter in each position, based on the list of allowed Wordle solutions.
Letter Frequency in Wordle
| Letter | Pos. 1 | Pos. 2 | Pos. 3 | Pos. 4 | Pos. 5 | Total |
|---|---|---|---|---|---|---|
| A | 141 | 304 | 307 | 163 | 64 | 979 |
| B | 173 | 16 | 57 | 24 | 11 | 281 |
| C | 198 | 40 | 56 | 152 | 31 | 477 |
| D | 111 | 20 | 75 | 69 | 118 | 393 |
| E | 72 | 242 | 177 | 318 | 424 | 1233 |
| F | 136 | 8 | 25 | 35 | 26 | 230 |
| G | 115 | 12 | 67 | 76 | 41 | 311 |
| H | 69 | 144 | 9 | 28 | 139 | 389 |
| I | 34 | 202 | 266 | 158 | 11 | 671 |
| J | 20 | 2 | 3 | 2 | 0 | 27 |
| K | 20 | 10 | 12 | 55 | 113 | 210 |
| L | 88 | 201 | 112 | 162 | 156 | 719 |
| M | 107 | 38 | 61 | 68 | 42 | 316 |
| N | 37 | 87 | 139 | 182 | 130 | 575 |
| O | 41 | 279 | 244 | 132 | 58 | 754 |
| P | 142 | 61 | 58 | 50 | 56 | 367 |
| Q | 23 | 5 | 1 | 0 | 0 | 29 |
| R | 105 | 267 | 163 | 152 | 212 | 899 |
| S | 366 | 16 | 80 | 171 | 36 | 669 |
| T | 149 | 77 | 111 | 139 | 253 | 729 |
| U | 33 | 186 | 165 | 82 | 1 | 467 |
| V | 43 | 15 | 49 | 46 | 0 | 153 |
| W | 83 | 44 | 26 | 25 | 17 | 195 |
| X | 0 | 14 | 12 | 3 | 8 | 37 |
| Y | 6 | 23 | 29 | 3 | 364 | 425 |
| Z | 3 | 2 | 11 | 20 | 4 | 40 |
Then I looked at all the words in the Wordle solution list with five distinct letters and scored them according to the letter frequency table above. I awarded two points for a match in the correct position and one point for a match in an incorrect position. Then I sorted the list, which you see below.
Best Starting Words in Wordle
| Rank | Word | Points |
|---|---|---|
| 1 | Stare | 5835 |
| 2 | Arose | 5781 |
| 3 | Slate | 5766 |
| 4 | Raise | 5721 |
| 5 | Arise | 5720 |
| 6 | Saner | 5694 |
| 7 | Snare | 5691 |
| 8 | Irate | 5682 |
| 9 | Stale | 5665 |
| 10 | Crate | 5652 |
| 11 | Trace | 5616 |
| 12 | Later | 5592 |
| 13 | Share | 5562 |
| 14 | Store | 5547 |
| 15 | Scare | 5546 |
| 16 | Alter | 5542 |
| 17 | Crane | 5541 |
| 18 | Alert | 5483 |
| 19 | Teary | 5479 |
| 20 | Saute | 5475 |
| 21 | Cater | 5460 |
| 22 | Spare | 5457 |
| 23 | Alone | 5452 |
| 24 | Trade | 5449 |
| 25 | Snore | 5403 |
| 26 | Grate | 5403 |
| 27 | Shale | 5392 |
| 28 | Least | 5390 |
| 29 | Stole | 5377 |
| 30 | Scale | 5376 |
| 31 | React | 5376 |
| 32 | Blare | 5368 |
| 33 | Parse | 5351 |
| 34 | Glare | 5340 |
| 35 | Atone | 5338 |
| 36 | Learn | 5324 |
| 37 | Early | 5320 |
| 38 | Leant | 5307 |
| 39 | Paler | 5285 |
| 40 | Flare | 5280 |
| 41 | Aisle | 5280 |
| 42 | Shore | 5274 |
| 43 | Steal | 5268 |
| 44 | Trice | 5267 |
| 45 | Score | 5258 |
| 46 | Clear | 5258 |
| 47 | Crone | 5253 |
| 48 | Stone | 5253 |
| 49 | Heart | 5252 |
| 50 | Loser | 5251 |
| 51 | Taper | 5248 |
| 52 | Hater | 5243 |
| 53 | Relay | 5241 |
| 54 | Plate | 5240 |
| 55 | Adore | 5239 |
| 56 | Sauce | 5236 |
| 57 | Safer | 5235 |
| 58 | Alien | 5233 |
| 59 | Caste | 5232 |
| 60 | Shear | 5231 |
| 61 | Baler | 5230 |
| 62 | Siren | 5226 |
| 63 | Canoe | 5215 |
| 64 | Shire | 5213 |
| 65 | Renal | 5210 |
| 66 | Layer | 5206 |
| 67 | Tamer | 5200 |
| 68 | Large | 5196 |
| 69 | Pearl | 5196 |
| 70 | Route | 5194 |
| 71 | Brace | 5192 |
| 72 | Slice | 5178 |
| 73 | Stage | 5171 |
| 74 | Prose | 5170 |
| 75 | Spore | 5169 |
| 76 | Rouse | 5166 |
| 77 | Grace | 5164 |
| 78 | Solar | 5152 |
| 79 | Suite | 5150 |
| 80 | Roast | 5145 |
| 81 | Lager | 5130 |
| 82 | Plane | 5129 |
| 83 | Cleat | 5129 |
| 84 | Dealt | 5128 |
| 85 | Spear | 5126 |
| 86 | Great | 5126 |
| 87 | Aider | 5123 |
| 88 | Trope | 5116 |
| 89 | Spire | 5108 |
| 90 | Tread | 5107 |
| 91 | Slave | 5097 |
| 92 | Close | 5090 |
| 93 | Lance | 5090 |
| 94 | Rinse | 5088 |
| 95 | Cause | 5087 |
| 96 | Prone | 5087 |
| 97 | Drone | 5082 |
| 98 | Noise | 5079 |
| 99 | Crest | 5073 |
| 100 | Sober | 5068 |
So, there you have it, my recommended starting word, which I use, is STARE.
What is i^i
Suppose a casino has a game based on a fair coin flip that pays even money. A player wishes to play one million times at $1 a bet. How much money should he bring to the table to have a 50% chance of not going broke?
Let's first answer the question of what is the probability the player will be down more than x units after one million flips, assuming the player has an unlimited bankroll.
Since this is a fair bet, the mean win after a million flips is zero. The variance of each flip is 1, so the variance of one million flips is one million. One standard deviation is thus sqrt(1,000,000) = 1000.
We can find the bankroll required with the Excel function =norm.inv(probability,mean,standard deviation). For example, if we put in =norm.inv(.25,0,1000), we get -674.49. This means if after one million flips, the player has a 25% chance of being down 674 or more. Please keep in mind this is an estimate. To get a true answer, we should use the binomial distribution, which would be very tedious with a million flips.
It could very well happen that if the player took $674 to the table, he might run out of money before the million flips. If he could keep playing on credit, it might happen that he has a recovery and finishes less than $674 down. In fact, once the player is at -674, there is a 50/50 chance he will end up above or below -674 at any given point in the future.
So, if the player can play on credit, there are three possible outcomes.
- Player never falls below -674.
- Player falls below -674 at some point, but recovers and finishes above -674.
- Player falls below -674 at some point, keeps playing and loses even more.
We have established scenario 3 has a probability of 25%.
Scenario 2 must have the same probability as scenario 3, because once the player is down -674, he has a 50/50 chance to finish above or below that point after one million flips.
Scenario 1 is the only other alternative, which must have probability 100%-25%-25% = 50%.
If the probability the player never falls below 674 is 50%, then the alternative of falling below must be 100%-50% = 50%.
So, there is our answer to the original question, $674.
This question is asked and discussed in my forum at Wizard of Vegas.
Mark the cards as follows:
1 @ 0.5
1 @ 1.5
2 @ 2.5
1 @ 3.5
2 @ 4.5
1 @ 5.5
1 @ 6.5
This question is asked and discussed in my forum at Wizard of Vegas.